To evaluate the robustness of our model, Table REF  shows the performance of our method and SOTA methods on five out-domain test sets.
On average, our proposed model (BERT-Entity-Sim) outperforms the local & global version of [1]}, [2]} ganea2017deep,le-titov-2018-improving by an average 0.80 and 0.51 on F1.
